{"id":"W4399698722","doi":"10.1016/j.resuscitation.2024.110245","title":"Biomarker guided prognostication during veno-arterial extracorporeal membrane oxygenation: A potentially valuable tool","year":2024,"lang":"en","type":"letter","venue":"Resuscitation","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"International Collaboration On Repair Discoveries; University of British Columbia","funders":"","keywords":"Medicine; Extracorporeal membrane oxygenation; Biomarker; Extracorporeal; Oxygenation; Intensive care medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001768615,0.0005680302,0.0009794654,0.0005276383,0.001158443,0.002946156,0.0007657394,0.0156834,0.001736876],"category_scores_gemma":[0.01504678,0.0002476885,0.0006465351,0.0003259068,0.001524508,0.001867922,0.0006155499,0.01595043,0.001787846],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001493862,"about_ca_system_score_gemma":0.00139602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009787934,"about_ca_topic_score_gemma":0.001589575,"domain_scores_codex":[0.9987102,0.0005871211,0.0001885545,0.0001391298,0.0002504099,0.0001246049],"domain_scores_gemma":[0.9938525,0.004365772,0.0003350528,0.0001833813,0.0007357051,0.0005275765],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0008777669,0.0002221335,0.01707549,0.0004236493,0.0001357621,0.06971606,0.0006219771,0.0006063257,0.003246398,0.01245363,0.7760068,0.1186141],"study_design_scores_gemma":[0.000697635,0.0008867735,0.01270226,0.002029136,0.0002883885,0.09643267,0.001737882,0.006302478,0.003400438,0.08850957,0.7867685,0.0002443913],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0050216,0.008505655,0.001484504,0.955483,0.02134249,0.0000262481,0.00007659631,0.0000574545,0.008002464],"genre_scores_gemma":[0.1065315,0.01235399,0.003763857,0.6673045,0.202564,0.0001134059,0.0001267638,0.00006110124,0.007180862],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0156834,"threshold_uncertainty_score":0.01083875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02643746174281885,"score_gpt":0.249940968427218,"score_spread":0.2235035066843991,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}